When the additional aim is to select the best model among all the best subset models of size \(k=0, \ldots ,q\) , this is often achieved by using some performance measure such as criteria that minimize the prediction error or information criteria. Examples for the latter include the AIC [1]} and BIC [2]}, we refer to [3]} for a review on information criteria in linear regression.
